Author

Ziang Liu

2 papers indexed here

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Jul 2026

Thinking in Video: Can Video Generators Really Reason About the Real World?

Recent advances in world models and video generation have given rise to an emerging reasoning paradigm that leverages video generative models to simulate, predict, and reason about real-world dynamics. We redefine this paradigm as Thinking in Video, where video is not merely an output artifact but a medium for construc...

Yongheng Zhang, Guang Yang, Ruihan Hou et al. · arXiv.org · 0 citations

Preprint Aug 2026

WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

This work introduces WildFin, a novel benchmark for fish behavior recognition collected and annotated by ecologists, and benchmark modern vision foundation models and quantify tradeoffs between static and spatiotemporal architectures, revealing the substantial gap between current model capabilities and the demands of r...

Abigail G. Grassick, Jerome Tze-Hou Hsu, Ethan Lin et al. · 0 citations